{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ASR中常用的语音特征之FBank和MFCC（原理 + Python实现）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一步一步讲解和实现ASR中常用的语音特征——FBank和MFCC的提取，包括算法原理、代码和可视化等。\n",
    "\n",
    "完整Jupyter Notebook链接：https://github.com/Magic-Bubble/SpeechProcessForMachineLearning/blob/master/speech_process.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 语音信号的产生"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "语音通常是指人说话的声音。从生物学的角度来看，是气流通过声带、咽喉、口腔、鼻腔等发出声音；从信号的角度来看，不同位置的震动频率不一样，最后的信号是由基频和一些谐波构成。\n",
    "\n",
    "<img src='./resources/speech_production_model.png' width='55%'>\n",
    "\n",
    "\n",
    "之后被设备接收后（比如麦克风），会通过A/D转换，将模拟信号转换为数字信号，一般会有采样、量化和编码三个步骤，采样率要遵循奈奎斯特采样定律：$fs >= 2f$，比如电话语音的频率一般在300Hz~3400Hz，所以采用8kHz的采样率足矣。\n",
    "\n",
    "下面采用一个30s左右的16比特PCM编码后的语音wav为例。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 准备工作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 导包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.io import wavfile\n",
    "from scipy.fftpack import dct\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 绘图工具"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制时域图\n",
    "def plot_time(signal, sample_rate):\n",
    "    time = np.arange(0, len(signal)) * (1.0 / sample_rate)\n",
    "    plt.figure(figsize=(20, 5))\n",
    "    plt.plot(time, signal)\n",
    "    plt.xlabel('Time(s)')\n",
    "    plt.ylabel('Amplitude')\n",
    "    plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制频域图\n",
    "def plot_freq(signal, sample_rate, fft_size=512):\n",
    "    xf = np.fft.rfft(signal, fft_size) / fft_size\n",
    "    freqs = np.linspace(0, sample_rate/2, fft_size/2 + 1)\n",
    "    xfp = 20 * np.log10(np.clip(np.abs(xf), 1e-20, 1e100))\n",
    "    plt.figure(figsize=(20, 5))\n",
    "    plt.plot(freqs, xfp)\n",
    "    plt.xlabel('Freq(hz)')\n",
    "    plt.ylabel('dB')\n",
    "    plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘制频谱图\n",
    "def plot_spectrogram(spec, note):\n",
    "    fig = plt.figure(figsize=(20, 5))\n",
    "    heatmap = plt.pcolor(spec)\n",
    "    fig.colorbar(mappable=heatmap)\n",
    "    plt.xlabel('Time(s)')\n",
    "    plt.ylabel(note)\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sample rate: 8000 , frame length: 28000\n"
     ]
    }
   ],
   "source": [
    "sample_rate, signal = wavfile.read('./resources/OSR_us_000_0010_8k.wav')\n",
    "signal = signal[0: int(3.5 * sample_rate)]  # Keep the first 3.5 seconds\n",
    "print('sample rate:', sample_rate, ', frame length:', len(signal))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_time(signal, sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_freq(signal, sample_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 预加重（Pre-Emphasis）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "预加重一般是数字语音信号处理的第一步。语音信号往往会有频谱倾斜（Spectral Tilt）现象，即高频部分的幅度会比低频部分的小，预加重在这里就是起到一个平衡频谱的作用，增大高频部分的幅度。它使用如下的一阶滤波器来实现：\n",
    "\n",
    "$$y(t) = x(t) - \\alpha x(t-1), \\ \\ \\ \\  0.95 < \\alpha < 0.99$$\n",
    "\n",
    "笔者对这个公式的理解是：信号频率的高低主要是由信号电平变化的速度所决定，对信号做一阶差分时，高频部分（变化快的地方）差分值大，低频部分（变化慢的地方）差分值小，达到平衡频谱的作用。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "pre_emphasis = 0.97\n",
    "emphasized_signal = np.append(signal[0], signal[1:] - pre_emphasis * signal[:-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_time(emphasized_signal, sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_freq(emphasized_signal, sample_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从下面这个图来看，确实起到了平衡频谱的作用。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 分帧（Framing）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在预加重之后，需要将信号分成短时帧。做这一步的原因是：信号中的频率会随时间变化（不稳定的），一些信号处理算法（比如傅里叶变换）通常希望信号是稳定，也就是说对整个信号进行处理是没有意义的，因为信号的频率轮廓会随着时间的推移而丢失。为了避免这种情况，需要对信号进行分帧处理，认为每一帧之内的信号是短时不变的。一般设置帧长取20ms~40ms，相邻帧之间50%（+/-10%）的覆盖。对于ASR而言，通常取帧长为25ms，覆盖为10ms。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(349, 200)\n"
     ]
    }
   ],
   "source": [
    "frame_size, frame_stride = 0.025, 0.01\n",
    "frame_length, frame_step = int(round(frame_size * sample_rate)), int(round(frame_stride * sample_rate))\n",
    "signal_length = len(emphasized_signal)\n",
    "num_frames = int(np.ceil(np.abs(signal_length - frame_length) / frame_step)) + 1\n",
    "\n",
    "pad_signal_length = (num_frames - 1) * frame_step + frame_length\n",
    "z = np.zeros((pad_signal_length - signal_length))\n",
    "pad_signal = np.append(emphasized_signal, z)\n",
    "\n",
    "indices = np.arange(0, frame_length).reshape(1, -1) + np.arange(0, num_frames * frame_step, frame_step).reshape(-1, 1)\n",
    "frames = pad_signal[indices]\n",
    "print(frames.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 加窗（Window）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在分帧之后，通常需要对每帧的信号进行加窗处理。目的是让帧两端平滑地衰减，这样可以降低后续傅里叶变换后旁瓣的强度，取得更高质量的频谱。常用的窗有：矩形窗、汉明（Hamming）窗、汉宁窗（Hanning），以汉明窗为例，其窗函数为：\n",
    "\n",
    "$$w(n) = 0.54 - 0.46 cos(\\frac{2\\pi n}{N-1})$$\n",
    "\n",
    "这里的$0<=n<=N-1$，$N$是窗的宽度。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "hamming = np.hamming(frame_length)\n",
    "# hamming = 0.54 - 0.46 * np.cos(2 * np.pi * np.arange(0, frame_length) / (frame_length - 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Amplitude')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 5))\n",
    "plt.plot(hamming)\n",
    "plt.grid()\n",
    "plt.xlim(0, 200)\n",
    "plt.ylim(0, 1)\n",
    "plt.xlabel('Samples')\n",
    "plt.ylabel('Amplitude')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "frames *= hamming"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_time(frames[1], sample_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_freq(frames[1], sample_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 快速傅里叶变换（FFT）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对于每一帧的加窗信号，进行N点FFT变换，也称短时傅里叶变换（STFT），N通常取256或512，然后用如下的公式计算能量谱：\n",
    "\n",
    "$$ P = \\frac{|FFT(x_i)|^2}{N}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(349, 257)\n"
     ]
    }
   ],
   "source": [
    "NFFT = 512\n",
    "mag_frames = np.absolute(np.fft.rfft(frames, NFFT))\n",
    "pow_frames = ((1.0 / NFFT) * (mag_frames ** 2))\n",
    "print(pow_frames.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 5))\n",
    "plt.plot(pow_frames[1])\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FBank特征（Filter Banks）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "经过上面的步骤之后，在能量谱上应用Mel滤波器组，就能提取到FBank特征。\n",
    "\n",
    "在介绍Mel滤波器组之前，先介绍一下Mel刻度，这是一个能模拟人耳接收声音规律的刻度，人耳在接收声音时呈现非线性状态，对高频的更不敏感，因此Mel刻度在低频区分辨度较高，在高频区分辨度较低，与频率之间的换算关系为：\n",
    "\n",
    "$$m = 2595 log_{10} (1 + \\frac{f}{700})$$\n",
    "\n",
    "$$f = 700(10^{m/2595} - 1)$$\n",
    "\n",
    "Mel滤波器组就是一系列的三角形滤波器，通常有40个或80个，在中心频率点响应值为1，在两边的滤波器中心点衰减到0，如下图：\n",
    "\n",
    "<img src='./resources/mel_filters.jpg' width='80%'>\n",
    "\n",
    "具体公式可以写为：\n",
    "\n",
    "$$\n",
    "H_m(k) =\n",
    "  \\begin{cases}\n",
    "      \\hfill 0                                      \\hfill & k < f(m - 1) \\\\\n",
    "      \\\\\n",
    "      \\hfill \\dfrac{k - f(m - 1)}{f(m) - f(m - 1)}  \\hfill & f(m - 1) \\leq k < f(m) \\\\\n",
    "      \\\\\n",
    "      \\hfill 1                                      \\hfill & k = f(m) \\\\\n",
    "      \\\\\n",
    "      \\hfill \\dfrac{f(m + 1) - k}{f(m + 1) - f(m)}  \\hfill & f(m) < k \\leq f(m + 1) \\\\\n",
    "      \\\\\n",
    "      \\hfill 0                                      \\hfill & k > f(m + 1) \\\\\n",
    "  \\end{cases}\n",
    "$$\n",
    "\n",
    "最后在能量谱上应用Mel滤波器组，其公式为：\n",
    "\n",
    "$$Y_t(m) = \\sum_{k=1}^{N} H_m(k)|X_t(k)|^2 $$\n",
    "\n",
    "其中，k表示FFT变换后的编号，m表示mel滤波器的编号。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 2146.06452750619\n"
     ]
    }
   ],
   "source": [
    "low_freq_mel = 0\n",
    "high_freq_mel = 2595 * np.log10(1 + (sample_rate / 2) / 700)\n",
    "print(low_freq_mel, high_freq_mel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "nfilt = 40\n",
    "mel_points = np.linspace(low_freq_mel, high_freq_mel, nfilt + 2)  # 所有的mel中心点，为了方便后面计算mel滤波器组，左右两边各补一个中心点\n",
    "hz_points = 700 * (10 ** (mel_points / 2595) - 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.         0.46952675 0.93905351 ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " ...\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.         0.         0.        ]\n",
      " [0.         0.         0.         ... 0.14650797 0.07325398 0.        ]]\n"
     ]
    }
   ],
   "source": [
    "fbank = np.zeros((nfilt, int(NFFT / 2 + 1)))  # 各个mel滤波器在能量谱对应点的取值\n",
    "bin = (hz_points / (sample_rate / 2)) * (NFFT / 2)  # 各个mel滤波器中心点对应FFT的区域编码，找到有值的位置\n",
    "for i in range(1, nfilt + 1):\n",
    "    left = int(bin[i-1])\n",
    "    center = int(bin[i])\n",
    "    right = int(bin[i+1])\n",
    "    for j in range(left, center):\n",
    "        fbank[i-1, j+1] = (j + 1 - bin[i-1]) / (bin[i] - bin[i-1])\n",
    "    for j in range(center, right):\n",
    "        fbank[i-1, j+1] = (bin[i+1] - (j + 1)) / (bin[i+1] - bin[i])\n",
    "print(fbank)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(349, 40)\n"
     ]
    }
   ],
   "source": [
    "filter_banks = np.dot(pow_frames, fbank.T)\n",
    "filter_banks = np.where(filter_banks == 0, np.finfo(float).eps, filter_banks)\n",
    "filter_banks = 20 * np.log10(filter_banks)  # dB\n",
    "print(filter_banks.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_spectrogram(filter_banks.T, 'Filter Banks')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PS：“log mel-filter bank outputs”和“FBANK features”说的是同一个东西。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MFCC特征（Mel-frequency Cepstral Coefficients）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "前面提取到的FBank特征，往往是高度相关的。因此可以继续用DCT变换，将这些相关的滤波器组系数进行压缩。对于ASR来说，通常取2~13维，扔掉的信息里面包含滤波器组系数快速变化部分，这些细节信息在ASR任务上可能没有帮助。\n",
    "\n",
    "DCT变换其实是逆傅里叶变换的等价替代：\n",
    "\n",
    "$$y_t(n) = \\sum_{m=0}^{M-1}log(Y_t(m))cos(n(m + 0.5) \\frac{\\pi}{M}), \\ \\ \\ \\ \\ n = 0, ..., J$$\n",
    "\n",
    "所以MFCC名字里面有倒谱（Cepstral）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(349, 12)\n"
     ]
    }
   ],
   "source": [
    "num_ceps = 12\n",
    "mfcc = dct(filter_banks, type=2, axis=1, norm='ortho')[:, 1:(num_ceps+1)]\n",
    "print(mfcc.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_spectrogram(mfcc.T, 'MFCC Coefficients')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "一般对于ASR来说，对MFCC进行一个正弦提升（sinusoidal liftering）操作，可以提升在噪声信号中最后的识别率：\n",
    "\n",
    "$$MFCC'_i = w_i MFCC_i$$\n",
    "\n",
    "$$w_i = \\frac{D}{2} sin(\\frac{\\pi * i}{D})$$\n",
    "\n",
    "从公式看，猜测原因可能是对频谱做一个平滑，如果$D$取值较大时，会加重高频部分，使得噪声被弱化？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "cep_lifter = 23\n",
    "(nframes, ncoeff) = mfcc.shape\n",
    "n = np.arange(ncoeff)\n",
    "lift = 1 + (cep_lifter / 2) * np.sin(np.pi * n / cep_lifter)\n",
    "mfcc *= lift"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_spectrogram(mfcc.T, 'MFCC Coefficients')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FBank与MFCC比较\n",
    "\n",
    "FBank特征的提取更多的是希望符合声音信号的本质，拟合人耳接收的特性。而MFCC特征多的那一步则是受限于一些机器学习算法。很早之前MFCC特征和GMMs-HMMs方法结合是ASR的主流。而当一些深度学习方法出来之后，MFCC则不一定是最优选择，因为神经网络对高度相关的信息不敏感，而且DCT变换是线性的，会丢失语音信号中原本的一些非线性成分。\n",
    "\n",
    "还有一些说法是在质疑傅里叶变换的使用，因为傅里叶变换也是线性的。因此也有很多方法，设计模型直接从原始的音频信号中提取特征，但这种方法会增加模型的复杂度，而且本身傅里叶变换不太容易拟合。同时傅里叶变换是在短时上应用的，可以建设信号在这个短的时间内是静止的，因此傅里叶变换的线性也不会造成很严重的问题。\n",
    "\n",
    "结论就是：在模型对高相关的信号不敏感时（比如神经网络），可以用FBank特征；在模型对高相关的信号敏感时（比如GMMs-HMMs），需要用MFCC特征。从目前的趋势来看，因为神经网络的逐步发展，FBank特征越来越流行。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 其他特征\n",
    "\n",
    "1. PLP（Perceptual Linear Prediction）\n",
    "\n",
    "另外一种特征，与MFCC相比有一些优势，具体提取方式见下图：\n",
    "\n",
    "<img src='./resources/plp.png' width='60%'>\n",
    "\n",
    "2. 动态特征\n",
    "\n",
    "加入表现帧之间变化的特征，用如下公式：\n",
    "\n",
    "$$d(t) = \\frac{c(t+1) - c(t-1)}{2}$$\n",
    "\n",
    "一般在ASR中使用的特征（用于GMM相关的系统），是39维的；包括(12维MFCC+1维能量) + delta + delta^2\n",
    "\n",
    "具体提取过程见下图：\n",
    "\n",
    "<img src='./resources/39d_feature.png' width='60%'>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 标准化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "其目的是希望减少训练集与测试集之间的不匹配。有三种操作："
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. 去均值 （CMN）\n",
    "\n",
    "为了均衡频谱，提升信噪比，可以做一个去均值的操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "filter_banks -= (np.mean(filter_banks, axis=0) + 1e-8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_spectrogram(filter_banks.T, 'Filter Banks')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "mfcc -= (np.mean(mfcc, axis=0) + 1e-8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_spectrogram(mfcc.T, 'MFCC Coefficients')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. 方差归一（CVN）\n",
    "\n",
    "除以标准差，从而使得方差为1\n",
    "\n",
    "3. 标准化（CMVN）\n",
    "\n",
    "$$y_t(j) = \\frac{y_t(j) - \\mu (y(j))}{\\sigma (y(j))}$$\n",
    "\n",
    "PS：这些操作，还可以针对speaker/channel做；在实时情景下，可以计算moving average。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结\n",
    "\n",
    "最后引用文末slide里面的一个总结：\n",
    "\n",
    "<img src='./resources/summary.png' width='40%'>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 传送门\n",
    "\n",
    "[Speech Processing for Machine Learning: Filter banks, Mel-Frequency Cepstral Coefficients (MFCCs) and What's In-Between](https://haythamfayek.com/2016/04/21/speech-processing-for-machine-learning.html) 一个很优质，讲的很清楚的英文博客\n",
    "\n",
    "[Speech Signal Analysis](http://www.inf.ed.ac.uk/teaching/courses/asr/2018-19/asr02-signal-handout.pdf) 英国爱丁堡大学一门ASR课程的讲义\n",
    "\n",
    "[python_speech_features](https://github.com/jameslyons/python_speech_features) 一个很成熟的python提取这些特征的包\n",
    "\n",
    "[ASR中常用的语音特征之FBank和MFCC（原理 + Python实现）](https://blog.csdn.net/Magical_Bubble/article/details/90295814) 个人博客"
   ]
  }
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